Update AWSTranscribeSTTService to use WebsocketSTTService

This commit is contained in:
Mark Backman
2025-12-16 09:37:31 -05:00
parent 8255770b6c
commit eeb3b85e39

View File

@@ -29,13 +29,12 @@ from pipecat.frames.frames import (
TranscriptionFrame,
)
from pipecat.services.aws.utils import build_event_message, decode_event, get_presigned_url
from pipecat.services.stt_service import STTService
from pipecat.services.stt_service import WebsocketSTTService
from pipecat.transcriptions.language import Language, resolve_language
from pipecat.utils.time import time_now_iso8601
from pipecat.utils.tracing.service_decorators import traced_stt
try:
import websockets
from websockets.asyncio.client import connect as websocket_connect
from websockets.protocol import State
except ModuleNotFoundError as e:
@@ -44,7 +43,7 @@ except ModuleNotFoundError as e:
raise Exception(f"Missing module: {e}")
class AWSTranscribeSTTService(STTService):
class AWSTranscribeSTTService(WebsocketSTTService):
"""AWS Transcribe Speech-to-Text service using WebSocket streaming.
Provides real-time speech transcription using AWS Transcribe's streaming API.
@@ -99,9 +98,6 @@ class AWSTranscribeSTTService(STTService):
"region": region or os.getenv("AWS_REGION", "us-east-1"),
}
self._ws_client = None
self._connection_lock = asyncio.Lock()
self._connecting = False
self._receive_task = None
def get_service_encoding(self, encoding: str) -> str:
@@ -123,29 +119,9 @@ class AWSTranscribeSTTService(STTService):
Args:
frame: Start frame signaling service initialization.
Raises:
RuntimeError: If WebSocket connection cannot be established after retries.
"""
await super().start(frame)
logger.info("Starting AWS Transcribe service...")
retry_count = 0
max_retries = 3
while retry_count < max_retries:
try:
await self._connect()
if self._ws_client and self._ws_client.state is State.OPEN:
logger.info("Successfully established WebSocket connection")
return
logger.warning("WebSocket connection not established after connect")
except Exception as e:
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
retry_count += 1
if retry_count < max_retries:
await asyncio.sleep(1) # Wait before retrying
raise RuntimeError("Failed to establish WebSocket connection after multiple attempts")
await self._connect()
async def stop(self, frame: EndFrame):
"""Stop the service and disconnect from AWS Transcribe.
@@ -174,140 +150,127 @@ class AWSTranscribeSTTService(STTService):
Yields:
ErrorFrame: If processing fails or connection issues occur.
"""
try:
# Ensure WebSocket is connected
if not self._ws_client or self._ws_client.state is State.CLOSED:
logger.debug("WebSocket not connected, attempting to reconnect...")
try:
await self._connect()
except Exception as e:
yield ErrorFrame(error=f"Unknown error occurred: {e}")
return
# Format the audio data according to AWS event stream format
event_message = build_event_message(audio)
# Send the formatted event message
if self._websocket and self._websocket.state is State.OPEN:
try:
await self._ws_client.send(event_message)
# Format the audio data according to AWS event stream format
event_message = build_event_message(audio)
# Send the formatted event message
await self._websocket.send(event_message)
# Start metrics after first chunk sent
await self.start_processing_metrics()
await self.start_ttfb_metrics()
except websockets.exceptions.ConnectionClosed as e:
logger.warning(f"Connection closed while sending: {e}")
await self._disconnect()
# Don't yield error here - we'll retry on next frame
except Exception as e:
yield ErrorFrame(error=f"Unknown error occurred: {e}")
await self._disconnect()
yield ErrorFrame(error=f"Error sending audio: {e}")
except Exception as e:
yield ErrorFrame(error=f"Unknown error occurred: {e}")
await self._disconnect()
yield None
async def _connect(self):
"""Connect to AWS Transcribe with connection state management."""
if self._ws_client and self._ws_client.state is State.OPEN and self._receive_task:
logger.debug(f"{self} Already connected")
return
"""Connect to the AWS Transcribe service.
async with self._connection_lock:
if self._connecting:
logger.debug(f"{self} Connection already in progress")
return
Establishes websocket connection and starts receive task.
"""
await self._connect_websocket()
try:
self._connecting = True
logger.debug(f"{self} Starting connection process...")
if self._ws_client:
await self._disconnect()
language_code = self.language_to_service_language(
Language(self._settings["language"])
)
if not language_code:
raise ValueError(f"Unsupported language: {self._settings['language']}")
# Generate random websocket key
websocket_key = "".join(
random.choices(
string.ascii_uppercase + string.ascii_lowercase + string.digits, k=20
)
)
# Add required headers
additional_headers = {
"Origin": "https://localhost",
"Sec-WebSocket-Key": websocket_key,
"Sec-WebSocket-Version": "13",
"Connection": "keep-alive",
}
# Get presigned URL
presigned_url = get_presigned_url(
region=self._credentials["region"],
credentials={
"access_key": self._credentials["aws_access_key_id"],
"secret_key": self._credentials["aws_secret_access_key"],
"session_token": self._credentials["aws_session_token"],
},
language_code=language_code,
media_encoding=self.get_service_encoding(
self._settings["media_encoding"]
), # Convert to AWS format
sample_rate=self._settings["sample_rate"],
number_of_channels=self._settings["number_of_channels"],
enable_partial_results_stabilization=True,
partial_results_stability="high",
show_speaker_label=self._settings["show_speaker_label"],
enable_channel_identification=self._settings["enable_channel_identification"],
)
logger.debug(f"{self} Connecting to WebSocket with URL: {presigned_url[:100]}...")
# Connect with the required headers and settings
self._ws_client = await websocket_connect(
presigned_url,
additional_headers=additional_headers,
subprotocols=["mqtt"],
ping_interval=None,
ping_timeout=None,
compression=None,
)
logger.debug(f"{self} WebSocket connected, starting receive task...")
# Start receive task
self._receive_task = self.create_task(self._receive_loop())
logger.info(f"{self} Successfully connected to AWS Transcribe")
await self._call_event_handler("on_connected")
except Exception as e:
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
await self._disconnect()
raise
finally:
self._connecting = False
if self._websocket and not self._receive_task:
self._receive_task = self.create_task(self._receive_task_handler(self._report_error))
async def _disconnect(self):
"""Disconnect from AWS Transcribe."""
"""Disconnect from the AWS Transcribe service.
Sends end-stream message and cleans up.
"""
if self._receive_task:
await self.cancel_task(self._receive_task)
self._receive_task = None
try:
if self._ws_client and self._ws_client.state is State.OPEN:
# Send end-stream message
# Send end-stream message before closing
if self._websocket and self._websocket.state is State.OPEN:
try:
end_stream = {"message-type": "event", "event": "end"}
await self._ws_client.send(json.dumps(end_stream))
await self._ws_client.close()
await self._websocket.send(json.dumps(end_stream))
except Exception as e:
await self.push_error(error_msg=f"Error sending end-stream: {e}", exception=e)
await self._disconnect_websocket()
async def _connect_websocket(self):
"""Establish the websocket connection to AWS Transcribe."""
try:
if self._websocket and self._websocket.state is State.OPEN:
return
logger.debug("Connecting to AWS Transcribe WebSocket")
language_code = self.language_to_service_language(Language(self._settings["language"]))
if not language_code:
raise ValueError(f"Unsupported language: {self._settings['language']}")
# Generate random websocket key
websocket_key = "".join(
random.choices(
string.ascii_uppercase + string.ascii_lowercase + string.digits, k=20
)
)
# Add required headers
additional_headers = {
"Origin": "https://localhost",
"Sec-WebSocket-Key": websocket_key,
"Sec-WebSocket-Version": "13",
"Connection": "keep-alive",
}
# Get presigned URL
presigned_url = get_presigned_url(
region=self._credentials["region"],
credentials={
"access_key": self._credentials["aws_access_key_id"],
"secret_key": self._credentials["aws_secret_access_key"],
"session_token": self._credentials["aws_session_token"],
},
language_code=language_code,
media_encoding=self.get_service_encoding(
self._settings["media_encoding"]
), # Convert to AWS format
sample_rate=self._settings["sample_rate"],
number_of_channels=self._settings["number_of_channels"],
enable_partial_results_stabilization=True,
partial_results_stability="high",
show_speaker_label=self._settings["show_speaker_label"],
enable_channel_identification=self._settings["enable_channel_identification"],
)
logger.debug(f"{self} Connecting to WebSocket with URL: {presigned_url[:100]}...")
# Connect with the required headers and settings
self._websocket = await websocket_connect(
presigned_url,
additional_headers=additional_headers,
subprotocols=["mqtt"],
ping_interval=None,
ping_timeout=None,
compression=None,
)
await self._call_event_handler("on_connected")
logger.info(f"{self} Successfully connected to AWS Transcribe")
except Exception as e:
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
await self.push_error(
error_msg=f"Unable to connect to AWS Transcribe: {e}", exception=e
)
raise
async def _disconnect_websocket(self):
"""Close the websocket connection to AWS Transcribe."""
try:
if self._websocket:
logger.debug("Disconnecting from AWS Transcribe WebSocket")
await self._websocket.close()
except Exception as e:
await self.push_error(error_msg=f"Error closing websocket: {e}", exception=e)
finally:
self._ws_client = None
self._websocket = None
await self._call_event_handler("on_disconnected")
def language_to_service_language(self, language: Language) -> str | None:
@@ -471,16 +434,26 @@ class AWSTranscribeSTTService(STTService):
):
pass
async def _receive_loop(self):
"""Background task to receive and process messages from AWS Transcribe."""
while True:
if not self._ws_client or self._ws_client.state is State.CLOSED:
logger.warning(f"{self} WebSocket closed in receive loop")
break
def _get_websocket(self):
"""Get the current WebSocket connection.
Returns:
The WebSocket connection.
Raises:
Exception: If WebSocket is not connected.
"""
if self._websocket:
return self._websocket
raise Exception("Websocket not connected")
async def _receive_messages(self):
"""Receive and process websocket messages.
Continuously processes messages from the websocket connection.
"""
async for response in self._get_websocket():
try:
response = await self._ws_client.recv()
headers, payload = decode_event(response)
if headers.get(":message-type") == "event":
@@ -527,11 +500,5 @@ class AWSTranscribeSTTService(STTService):
else:
logger.debug(f"{self} Other message type received: {headers}")
logger.debug(f"{self} Payload: {payload}")
except websockets.exceptions.ConnectionClosed as e:
await self.push_error(
error_msg=f"WebSocket connection closed in receive loop", exception=e
)
break
except Exception as e:
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
break
logger.warning(f"Error processing message: {e}")